Overview

Brought to you by YData

Dataset statistics

Number of variables	24
Number of observations	3395
Missing cells	1065
Missing cells (%)	1.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	636.7 KiB
Average record size in memory	192.0 B

Variable types

Numeric	10
Text	2
Categorical	12

Alerts

`Fri` is highly overall correlated with `weekday`	High correlation
`Mon` is highly overall correlated with `weekday`	High correlation
`Sat` is highly overall correlated with `weekday`	High correlation
`Sun` is highly overall correlated with `weekday`	High correlation
`Thurs` is highly overall correlated with `weekday`	High correlation
`Tues` is highly overall correlated with `weekday`	High correlation
`Wed` is highly overall correlated with `weekday`	High correlation
`chargeTimeHrs` is highly overall correlated with `dollars`	High correlation
`distance` is highly overall correlated with `managerVehicle` and 1 other fields	High correlation
`dollars` is highly overall correlated with `chargeTimeHrs`	High correlation
`endTime` is highly overall correlated with `startTime`	High correlation
`facilityType` is highly overall correlated with `locationId`	High correlation
`locationId` is highly overall correlated with `facilityType`	High correlation
`managerVehicle` is highly overall correlated with `distance` and 1 other fields	High correlation
`reportedZip` is highly overall correlated with `distance`	High correlation
`startTime` is highly overall correlated with `endTime`	High correlation
`userId` is highly overall correlated with `managerVehicle`	High correlation
`weekday` is highly overall correlated with `Fri` and 6 other fields	High correlation
`Sat` is highly imbalanced (86.8%)	Imbalance
`Sun` is highly imbalanced (93.9%)	Imbalance
`distance` has 1065 (31.4%) missing values	Missing
`sessionId` has unique values	Unique
`kwhTotal` has 55 (1.6%) zeros	Zeros
`dollars` has 3016 (88.8%) zeros	Zeros

Reproduction

Analysis started	2025-02-22 17:53:15.327231
Analysis finished	2025-02-22 17:53:34.420178
Duration	19.09 seconds
Software version	ydata-profiling vv4.12.2
Download configuration	config.json

sessionId
Real number (ℝ)

Unique

Distinct	3395
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5487001.2

Minimum	1004821
Maximum	9998981
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	26.7 KiB

Quantile statistics

Minimum	1004821
5-th percentile	1488389.6
Q1	3234666
median	5451498
Q3	7746643.5
95-th percentile	9539390.6
Maximum	9998981
Range	8994160
Interquartile range (IQR)	4511977.5

Descriptive statistics

Standard deviation	2590657.3
Coefficient of variation (CV)	0.47214447
Kurtosis	-1.2095201
Mean	5487001.2
Median Absolute Deviation (MAD)	2255191
Skewness	0.02142914
Sum	1.8628369 × 10¹⁰
Variance	6.7115052 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1366563	1	< 0.1%
8945459	1	< 0.1%
4842356	1	< 0.1%
9634467	1	< 0.1%
4827913	1	< 0.1%
9762000	1	< 0.1%
1268330	1	< 0.1%
7656000	1	< 0.1%
9832956	1	< 0.1%
3485664	1	< 0.1%
Other values (3385)	3385	99.7%

Value	Count	Frequency (%)
1004821	1	< 0.1%
1006672	1	< 0.1%
1013222	1	< 0.1%
1016799	1	< 0.1%
1021429	1	< 0.1%
1022066	1	< 0.1%
1041671	1	< 0.1%
1044216	1	< 0.1%
1046212	1	< 0.1%
1046325	1	< 0.1%

Value	Count	Frequency (%)
9998981	1	< 0.1%
9998167	1	< 0.1%
9997392	1	< 0.1%
9994024	1	< 0.1%
9990811	1	< 0.1%
9984728	1	< 0.1%
9984432	1	< 0.1%
9982427	1	< 0.1%
9982088	1	< 0.1%
9979636	1	< 0.1%

kwhTotal
Real number (ℝ)

Zeros

Distinct	873
Distinct (%)	25.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.8096289

Minimum	0
Maximum	23.68
Zeros	55
Zeros (%)	1.6%
Negative	0
Negative (%)	0.0%
Memory size	26.7 KiB

Quantile statistics

Minimum	0
5-th percentile	1.26
Q1	4.35
median	6.23
Q3	6.83
95-th percentile	9.529
Maximum	23.68
Range	23.68
Interquartile range (IQR)	2.48

Descriptive statistics

Standard deviation	2.8927272
Coefficient of variation (CV)	0.49791946
Kurtosis	6.9889565
Mean	5.8096289
Median Absolute Deviation (MAD)	0.79
Skewness	1.6052988
Sum	19723.69
Variance	8.3678709
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	55	1.6%
6.73	35	1.0%
6.88	31	0.9%
6.84	30	0.9%
6.76	29	0.9%
6.93	29	0.9%
6.83	28	0.8%
6.92	28	0.8%
6.71	28	0.8%
6.78	27	0.8%
Other values (863)	3075	90.6%

Value	Count	Frequency (%)
0	55	1.6%
0.01	1	< 0.1%
0.02	3	0.1%
0.03	3	0.1%
0.04	1	< 0.1%
0.05	2	0.1%
0.06	2	0.1%
0.08	1	< 0.1%
0.09	2	0.1%
0.1	2	0.1%

Value	Count	Frequency (%)
23.68	1	< 0.1%
22.14	1	< 0.1%
22.07	1	< 0.1%
22.03	1	< 0.1%
21.2	1	< 0.1%
21.16	1	< 0.1%
21.14	1	< 0.1%
20.95	1	< 0.1%
20.92	1	< 0.1%
20.6	1	< 0.1%

dollars
Real number (ℝ)

High correlation Zeros

Distinct	49
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.11826804

Minimum	0
Maximum	7.5
Zeros	3016
Zeros (%)	88.8%
Negative	0
Negative (%)	0.0%
Memory size	26.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.58
Maximum	7.5
Range	7.5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.49256195
Coefficient of variation (CV)	4.1647933
Kurtosis	67.653082
Mean	0.11826804
Median Absolute Deviation (MAD)	0
Skewness	7.2785048
Sum	401.52
Variance	0.24261727
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
0	3016	88.8%
0.5	195	5.7%
0.58	21	0.6%
0.75	18	0.5%
0.83	16	0.5%
0.67	12	0.4%
1.42	9	0.3%
1.58	8	0.2%
1	7	0.2%
1.17	7	0.2%
Other values (39)	86	2.5%

Value	Count	Frequency (%)
0	3016	88.8%
0.5	195	5.7%
0.58	21	0.6%
0.67	12	0.4%
0.75	18	0.5%
0.83	16	0.5%
0.92	7	0.2%
1	7	0.2%
1.08	5	0.1%
1.17	7	0.2%

Value	Count	Frequency (%)
7.5	1	< 0.1%
6.42	1	< 0.1%
5.75	2	0.1%
5.33	1	< 0.1%
5.17	1	< 0.1%
5	1	< 0.1%
4.83	2	0.1%
4.75	2	0.1%
4.67	1	< 0.1%
4.58	1	< 0.1%

created
Text

Distinct	3393
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Memory size	26.7 KiB

Length

Max length	19
Median length	19
Mean length	19
Min length	19

Characters and Unicode

Total characters	64505
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3391 ?
Unique (%)	99.9%

Sample

1st row	0014-11-18 15:40:26
2nd row	0014-11-19 17:40:26
3rd row	0014-11-21 12:05:46
4th row	0014-12-03 19:16:12
5th row	0014-12-11 20:56:11

Value	Count	Frequency (%)
0015-10-01	55	0.8%
0015-09-28	47	0.7%
0015-09-23	47	0.7%
0015-09-25	43	0.6%
0015-09-02	40	0.6%
0015-09-30	40	0.6%
0015-09-10	39	0.6%
0015-08-19	38	0.6%
0015-09-24	38	0.6%
0015-07-23	37	0.5%
Other values (3443)	6366	93.8%

Most occurring characters

Value	Count	Frequency (%)
0	13864	21.5%
1	10535	16.3%
-	6790	10.5%
:	6790	10.5%
5	6078	9.4%
2	3931	6.1%
	3395	5.3%
3	2716	4.2%
4	2543	3.9%
9	2051	3.2%
Other values (3)	5812	9.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	64505	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	13864	21.5%
1	10535	16.3%
-	6790	10.5%
:	6790	10.5%
5	6078	9.4%
2	3931	6.1%
	3395	5.3%
3	2716	4.2%
4	2543	3.9%
9	2051	3.2%
Other values (3)	5812	9.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	64505	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	13864	21.5%
1	10535	16.3%
-	6790	10.5%
:	6790	10.5%
5	6078	9.4%
2	3931	6.1%
	3395	5.3%
3	2716	4.2%
4	2543	3.9%
9	2051	3.2%
Other values (3)	5812	9.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	64505	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	13864	21.5%
1	10535	16.3%
-	6790	10.5%
:	6790	10.5%
5	6078	9.4%
2	3931	6.1%
	3395	5.3%
3	2716	4.2%
4	2543	3.9%
9	2051	3.2%
Other values (3)	5812	9.0%

ended
Text

Distinct	3355
Distinct (%)	98.8%
Missing	0
Missing (%)	0.0%
Memory size	26.7 KiB

Length

Max length	19
Median length	19
Mean length	19
Min length	19

Characters and Unicode

Total characters	64505
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3318 ?
Unique (%)	97.7%

Sample

1st row	0014-11-18 17:11:04
2nd row	0014-11-19 19:51:04
3rd row	0014-11-21 16:46:04
4th row	0014-12-03 21:02:18
5th row	0014-12-11 21:14:06

Value	Count	Frequency (%)
0015-10-01	55	0.8%
0015-09-23	47	0.7%
0015-09-28	47	0.7%
0015-09-25	43	0.6%
0015-09-30	41	0.6%
0015-09-02	40	0.6%
0015-09-10	39	0.6%
0015-08-19	38	0.6%
0015-07-23	38	0.6%
0015-09-24	38	0.6%
Other values (2456)	6364	93.7%

Most occurring characters

Value	Count	Frequency (%)
0	15843	24.6%
1	9637	14.9%
-	6790	10.5%
:	6790	10.5%
5	6197	9.6%
2	3762	5.8%
	3395	5.3%
6	2313	3.6%
7	2042	3.2%
4	1987	3.1%
Other values (3)	5749	8.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	64505	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	15843	24.6%
1	9637	14.9%
-	6790	10.5%
:	6790	10.5%
5	6197	9.6%
2	3762	5.8%
	3395	5.3%
6	2313	3.6%
7	2042	3.2%
4	1987	3.1%
Other values (3)	5749	8.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	64505	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	15843	24.6%
1	9637	14.9%
-	6790	10.5%
:	6790	10.5%
5	6197	9.6%
2	3762	5.8%
	3395	5.3%
6	2313	3.6%
7	2042	3.2%
4	1987	3.1%
Other values (3)	5749	8.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	64505	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	15843	24.6%
1	9637	14.9%
-	6790	10.5%
:	6790	10.5%
5	6197	9.6%
2	3762	5.8%
	3395	5.3%
6	2313	3.6%
7	2042	3.2%
4	1987	3.1%
Other values (3)	5749	8.9%

startTime
Real number (ℝ)

High correlation

Distinct	23
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.743446

Minimum	0
Maximum	23
Zeros	3
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	26.7 KiB

Quantile statistics

Minimum	0
5-th percentile	9
Q1	11
median	13
Q3	17
95-th percentile	19
Maximum	23
Range	23
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.2043697
Coefficient of variation (CV)	0.2331562
Kurtosis	-0.49958819
Mean	13.743446
Median Absolute Deviation (MAD)	3
Skewness	0.020202239
Sum	46659
Variance	10.267985
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
11	504	14.8%
12	475	14.0%
17	437	12.9%
16	404	11.9%
10	295	8.7%
13	291	8.6%
18	233	6.9%
15	192	5.7%
9	158	4.7%
14	139	4.1%
Other values (13)	267	7.9%

Value	Count	Frequency (%)
0	3	0.1%
1	3	0.1%
3	2	0.1%
4	4	0.1%
5	2	0.1%
6	1	< 0.1%
7	1	< 0.1%
8	53	1.6%
9	158	4.7%
10	295	8.7%

Value	Count	Frequency (%)
23	2	0.1%
22	7	0.2%
21	14	0.4%
20	56	1.6%
19	119	3.5%
18	233	6.9%
17	437	12.9%
16	404	11.9%
15	192	5.7%
14	139	4.1%

endTime
Real number (ℝ)

High correlation

Distinct	24
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.455965

Minimum	0
Maximum	23
Zeros	7
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	26.7 KiB

Quantile statistics

Minimum	0
5-th percentile	11
Q1	14
median	16
Q3	20
95-th percentile	21
Maximum	23
Range	23
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.4067322
Coefficient of variation (CV)	0.20702112
Kurtosis	1.1257537
Mean	16.455965
Median Absolute Deviation (MAD)	3
Skewness	-0.52889405
Sum	55868
Variance	11.605824
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
15	554	16.3%
20	423	12.5%
21	357	10.5%
16	320	9.4%
14	308	9.1%
19	262	7.7%
13	261	7.7%
18	219	6.5%
17	197	5.8%
12	191	5.6%
Other values (14)	303	8.9%

Value	Count	Frequency (%)
0	7	0.2%
1	7	0.2%
2	3	0.1%
3	2	0.1%
4	2	0.1%
5	1	< 0.1%
6	4	0.1%
7	1	< 0.1%
8	2	0.1%
9	3	0.1%

Value	Count	Frequency (%)
23	15	0.4%
22	88	2.6%
21	357	10.5%
20	423	12.5%
19	262	7.7%
18	219	6.5%
17	197	5.8%
16	320	9.4%
15	554	16.3%
14	308	9.1%

chargeTimeHrs
Real number (ℝ)

High correlation

Distinct	3006
Distinct (%)	88.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.8414876

Minimum	0.0125
Maximum	55.238056
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	26.7 KiB

Quantile statistics

Minimum	0.0125
5-th percentile	0.81261111
Q1	2.1102778
median	2.8088889
Q3	3.5441667
95-th percentile	4.6111944
Maximum	55.238056
Range	55.225556
Interquartile range (IQR)	1.4338889

Descriptive statistics

Standard deviation	1.5074719
Coefficient of variation (CV)	0.53052207
Kurtosis	430.56107
Mean	2.8414876
Median Absolute Deviation (MAD)	0.71583333
Skewness	12.72604
Sum	9646.8506
Variance	2.2724716
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.605	4	0.1%
0.025833333	4	0.1%
3.9375	4	0.1%
2.7475	3	0.1%
2.531944444	3	0.1%
2.506388889	3	0.1%
2.443611111	3	0.1%
3.940555556	3	0.1%
2.526111111	3	0.1%
3.667777778	3	0.1%
Other values (2996)	3362	99.0%

Value	Count	Frequency (%)
0.0125	1	< 0.1%
0.012777778	1	< 0.1%
0.013333333	1	< 0.1%
0.014722222	1	< 0.1%
0.015	1	< 0.1%
0.016111111	1	< 0.1%
0.016666667	1	< 0.1%
0.0175	2	0.1%
0.018055556	1	< 0.1%
0.018611111	1	< 0.1%

Value	Count	Frequency (%)
55.23805556	1	< 0.1%
11.58694444	1	< 0.1%
10.48833333	1	< 0.1%
9.836944444	1	< 0.1%
9.320277778	1	< 0.1%
9.241111111	1	< 0.1%
9.006111111	1	< 0.1%
8.8725	1	< 0.1%
8.845555556	1	< 0.1%
8.831388889	1	< 0.1%

weekday
Categorical

High correlation

Distinct	7
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	26.7 KiB

Thu	735
Wed	713
Tue	635
Mon	616
Fri	610
Other values (2)	86

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	10185
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Tue
2nd row	Wed
3rd row	Fri
4th row	Wed
5th row	Thu

Common Values

Value	Count	Frequency (%)
Thu	735	21.6%
Wed	713	21.0%
Tue	635	18.7%
Mon	616	18.1%
Fri	610	18.0%
Sat	62	1.8%
Sun	24	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
thu	735	21.6%
wed	713	21.0%
tue	635	18.7%
mon	616	18.1%
fri	610	18.0%
sat	62	1.8%
sun	24	0.7%

Most occurring characters

Value	Count	Frequency (%)
u	1394	13.7%
T	1370	13.5%
e	1348	13.2%
h	735	7.2%
W	713	7.0%
d	713	7.0%
n	640	6.3%
M	616	6.0%
o	616	6.0%
F	610	6.0%
Other values (5)	1430	14.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10185	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
u	1394	13.7%
T	1370	13.5%
e	1348	13.2%
h	735	7.2%
W	713	7.0%
d	713	7.0%
n	640	6.3%
M	616	6.0%
o	616	6.0%
F	610	6.0%
Other values (5)	1430	14.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10185	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
u	1394	13.7%
T	1370	13.5%
e	1348	13.2%
h	735	7.2%
W	713	7.0%
d	713	7.0%
n	640	6.3%
M	616	6.0%
o	616	6.0%
F	610	6.0%
Other values (5)	1430	14.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10185	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
u	1394	13.7%
T	1370	13.5%
e	1348	13.2%
h	735	7.2%
W	713	7.0%
d	713	7.0%
n	640	6.3%
M	616	6.0%
o	616	6.0%
F	610	6.0%
Other values (5)	1430	14.0%

platform
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.7 KiB

ios	2234
android	1155
web	6

Length

Max length	7
Median length	3
Mean length	4.3608247
Min length	3

Characters and Unicode

Total characters	14805
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	android
2nd row	android
3rd row	android
4th row	android
5th row	android

Common Values

Value	Count	Frequency (%)
ios	2234	65.8%
android	1155	34.0%
web	6	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ios	2234	65.8%
android	1155	34.0%
web	6	0.2%

Most occurring characters

Value	Count	Frequency (%)
i	3389	22.9%
o	3389	22.9%
d	2310	15.6%
s	2234	15.1%
a	1155	7.8%
n	1155	7.8%
r	1155	7.8%
w	6	< 0.1%
e	6	< 0.1%
b	6	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	14805	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	3389	22.9%
o	3389	22.9%
d	2310	15.6%
s	2234	15.1%
a	1155	7.8%
n	1155	7.8%
r	1155	7.8%
w	6	< 0.1%
e	6	< 0.1%
b	6	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	14805	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	3389	22.9%
o	3389	22.9%
d	2310	15.6%
s	2234	15.1%
a	1155	7.8%
n	1155	7.8%
r	1155	7.8%
w	6	< 0.1%
e	6	< 0.1%
b	6	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	14805	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	3389	22.9%
o	3389	22.9%
d	2310	15.6%
s	2234	15.1%
a	1155	7.8%
n	1155	7.8%
r	1155	7.8%
w	6	< 0.1%
e	6	< 0.1%
b	6	< 0.1%

distance
Real number (ℝ)

High correlation Missing

Distinct	97
Distinct (%)	4.2%
Missing	1065
Missing (%)	31.4%
Infinite	0
Infinite (%)	0.0%
Mean	18.652378

Minimum	0.8569106
Maximum	43.059292
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	26.7 KiB

Quantile statistics

Minimum	0.8569106
5-th percentile	1.3751582
Q1	5.135871
median	21.023826
Q3	27.285053
95-th percentile	33.045027
Maximum	43.059292
Range	42.202381
Interquartile range (IQR)	22.149182

Descriptive statistics

Standard deviation	11.420571
Coefficient of variation (CV)	0.61228498
Kurtosis	-1.120763
Mean	18.652378
Median Absolute Deviation (MAD)	9.389354
Skewness	-0.22403983
Sum	43460.041
Variance	130.42944
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32.8745456	184	5.4%
5.135871	158	4.7%
21.0238262	126	3.7%
24.5192012	114	3.4%
24.8566214	113	3.3%
1.7883892	105	3.1%
30.4131802	90	2.7%
0.9718696	81	2.4%
24.0972706	78	2.3%
20.5509408	75	2.2%
Other values (87)	1206	35.5%
(Missing)	1065	31.4%

Value	Count	Frequency (%)
0.8569106	3	0.1%
0.9718696	81	2.4%
1.1321908	11	0.3%
1.3751582	33	1.0%
1.472718	2	0.1%
1.7883892	105	3.1%
2.1494226	16	0.5%
2.3370854	6	0.2%
2.4955424	73	2.2%
2.5732174	1	< 0.1%

Value	Count	Frequency (%)
43.0592916	40	1.2%
40.934725	1	< 0.1%
34.3118438	26	0.8%
34.282638	3	0.1%
33.7569336	4	0.1%
33.4698468	41	1.2%
33.0665582	2	0.1%
33.0187104	2	0.1%
32.8745456	184	5.4%
32.0648614	1	< 0.1%

userId
Real number (ℝ)

High correlation

Distinct	85
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	57423953

Minimum	10427670
Maximum	98345808
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	26.7 KiB

Quantile statistics

Minimum	10427670
5-th percentile	19555569
Q1	33295482
median	49241808
Q3	81880524
95-th percentile	98345808
Maximum	98345808
Range	87918138
Interquartile range (IQR)	48585042

Descriptive statistics

Standard deviation	26747715
Coefficient of variation (CV)	0.46579369
Kurtosis	-1.3374514
Mean	57423953
Median Absolute Deviation (MAD)	19931868
Skewness	0.12049847
Sum	1.9495432 × 10¹¹
Variance	7.1544027 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
98345808	192	5.7%
35897499	170	5.0%
81375624	160	4.7%
65023200	147	4.3%
32751774	130	3.8%
37412595	118	3.5%
97867440	114	3.4%
29309940	105	3.1%
88561539	102	3.0%
46009656	99	2.9%
Other values (75)	2058	60.6%

Value	Count	Frequency (%)
10427670	11	0.3%
10909503	80	2.4%
11299464	27	0.8%
13066218	35	1.0%
14260257	3	0.1%
14996520	7	0.2%
17969193	1	< 0.1%
19555569	57	1.7%
24408549	42	1.2%
24478344	64	1.9%

Value	Count	Frequency (%)
98345808	192	5.7%
97867440	114	3.4%
95980995	2	0.1%
95411349	18	0.5%
94947534	42	1.2%
93202560	38	1.1%
92911698	15	0.4%
92283246	62	1.8%
92192265	10	0.3%
90692118	91	2.7%

stationId
Real number (ℝ)

Distinct	105
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	576789.68

Minimum	129465
Maximum	995505
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	26.7 KiB

Quantile statistics

Minimum	129465
5-th percentile	219054
Q1	369001
median	549414
Q3	864630
95-th percentile	955429
Maximum	995505
Range	866040
Interquartile range (IQR)	495629

Descriptive statistics

Standard deviation	257486.31
Coefficient of variation (CV)	0.44641283
Kurtosis	-1.2820935
Mean	576789.68
Median Absolute Deviation (MAD)	189486
Skewness	0.14996358
Sum	1.958201 × 10⁹
Variance	6.62992 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
369001	334	9.8%
474204	213	6.3%
955429	190	5.6%
228137	104	3.1%
878706	91	2.7%
250527	89	2.6%
944515	83	2.4%
207262	80	2.4%
664306	69	2.0%
987396	67	2.0%
Other values (95)	2075	61.1%

Value	Count	Frequency (%)
129465	35	1.0%
131897	23	0.7%
134427	4	0.1%
191826	13	0.4%
200695	13	0.4%
207262	80	2.4%
219054	64	1.9%
228137	104	3.1%
236379	23	0.7%
236840	4	0.1%

Value	Count	Frequency (%)
995505	30	0.9%
989457	4	0.1%
988981	3	0.1%
987396	67	2.0%
981639	5	0.1%
955429	190	5.6%
951880	35	1.0%
946482	1	< 0.1%
944575	21	0.6%
944515	83	2.4%

locationId
Real number (ℝ)

High correlation

Distinct	25
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	629934.46

Minimum	125372
Maximum	978130
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	26.7 KiB

Quantile statistics

Minimum	125372
5-th percentile	144857
Q1	481066
median	503205
Q3	878393
95-th percentile	976902
Maximum	978130
Range	852758
Interquartile range (IQR)	397327

Descriptive statistics

Standard deviation	255620.99
Coefficient of variation (CV)	0.40578982
Kurtosis	-1.0124264
Mean	629934.46
Median Absolute Deviation (MAD)	145134
Skewness	-0.072583959
Sum	2.1386275 × 10⁹
Variance	6.5342092 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
493904	524	15.4%
976902	401	11.8%
461655	393	11.6%
868085	294	8.7%
481066	276	8.1%
928191	235	6.9%
144857	181	5.3%
503205	168	4.9%
566549	158	4.7%
978130	125	3.7%
Other values (15)	640	18.9%

Value	Count	Frequency (%)
125372	47	1.4%
144857	181	5.3%
202527	103	3.0%
310085	1	< 0.1%
399399	47	1.4%
454147	4	0.1%
461655	393	11.6%
481066	276	8.1%
493904	524	15.4%
503205	168	4.9%

Value	Count	Frequency (%)
978130	125	3.7%
976902	401	11.8%
948590	76	2.2%
928191	235	6.9%
878393	20	0.6%
868085	294	8.7%
814002	108	3.2%
751082	32	0.9%
747048	48	1.4%
700367	4	0.1%

managerVehicle
Categorical

High correlation

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.7 KiB

1	2022
0	1373

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3395
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
1	2022	59.6%
0	1373	40.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	2022	59.6%
0	1373	40.4%

Most occurring characters

Value	Count	Frequency (%)
1	2022	59.6%
0	1373	40.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	2022	59.6%
0	1373	40.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	2022	59.6%
0	1373	40.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	2022	59.6%
0	1373	40.4%

facilityType
Categorical

High correlation

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.7 KiB

3	1832
2	862
1	593
4	108

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3395
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	3
3rd row	3
4th row	3
5th row	3

Common Values

Value	Count	Frequency (%)
3	1832	54.0%
2	862	25.4%
1	593	17.5%
4	108	3.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	1832	54.0%
2	862	25.4%
1	593	17.5%
4	108	3.2%

Most occurring characters

Value	Count	Frequency (%)
3	1832	54.0%
2	862	25.4%
1	593	17.5%
4	108	3.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	1832	54.0%
2	862	25.4%
1	593	17.5%
4	108	3.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	1832	54.0%
2	862	25.4%
1	593	17.5%
4	108	3.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	1832	54.0%
2	862	25.4%
1	593	17.5%
4	108	3.2%

Mon
Categorical

High correlation

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.7 KiB

0	2779
1	616

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3395
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	2779	81.9%
1	616	18.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2779	81.9%
1	616	18.1%

Most occurring characters

Value	Count	Frequency (%)
0	2779	81.9%
1	616	18.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2779	81.9%
1	616	18.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2779	81.9%
1	616	18.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2779	81.9%
1	616	18.1%

Tues
Categorical

High correlation

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.7 KiB

0	2760
1	635

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3395
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	2760	81.3%
1	635	18.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2760	81.3%
1	635	18.7%

Most occurring characters

Value	Count	Frequency (%)
0	2760	81.3%
1	635	18.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2760	81.3%
1	635	18.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2760	81.3%
1	635	18.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2760	81.3%
1	635	18.7%

Wed
Categorical

High correlation

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.7 KiB

0	2682
1	713

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3395
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	2682	79.0%
1	713	21.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2682	79.0%
1	713	21.0%

Most occurring characters

Value	Count	Frequency (%)
0	2682	79.0%
1	713	21.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2682	79.0%
1	713	21.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2682	79.0%
1	713	21.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2682	79.0%
1	713	21.0%

Thurs
Categorical

High correlation

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.7 KiB

0	2660
1	735

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3395
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	2660	78.4%
1	735	21.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2660	78.4%
1	735	21.6%

Most occurring characters

Value	Count	Frequency (%)
0	2660	78.4%
1	735	21.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2660	78.4%
1	735	21.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2660	78.4%
1	735	21.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2660	78.4%
1	735	21.6%

Fri
Categorical

High correlation

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.7 KiB

0	2785
1	610

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3395
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	2785	82.0%
1	610	18.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2785	82.0%
1	610	18.0%

Most occurring characters

Value	Count	Frequency (%)
0	2785	82.0%
1	610	18.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2785	82.0%
1	610	18.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2785	82.0%
1	610	18.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2785	82.0%
1	610	18.0%

Sat
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.7 KiB

0	3333
1	62

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3395
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	3333	98.2%
1	62	1.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	3333	98.2%
1	62	1.8%

Most occurring characters

Value	Count	Frequency (%)
0	3333	98.2%
1	62	1.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	3333	98.2%
1	62	1.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	3333	98.2%
1	62	1.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	3333	98.2%
1	62	1.8%

Sun
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.7 KiB

0	3371
1	24

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3395
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	3371	99.3%
1	24	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	3371	99.3%
1	24	0.7%

Most occurring characters

Value	Count	Frequency (%)
0	3371	99.3%
1	24	0.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	3371	99.3%
1	24	0.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	3371	99.3%
1	24	0.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	3371	99.3%
1	24	0.7%

reportedZip
Categorical

High correlation

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.7 KiB

1	2390
0	1005

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3395
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
1	2390	70.4%
0	1005	29.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	2390	70.4%
0	1005	29.6%

Most occurring characters

Value	Count	Frequency (%)
1	2390	70.4%
0	1005	29.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	2390	70.4%
0	1005	29.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	2390	70.4%
0	1005	29.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3395	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	2390	70.4%
0	1005	29.6%

Interactions

Correlations

	Fri	Mon	Sat	Sun	Thurs	Tues	Wed	chargeTimeHrs	distance	dollars	endTime	facilityType	kwhTotal	locationId	managerVehicle	platform	reportedZip	sessionId	startTime	stationId	userId	weekday
Fri	1.000	0.219	0.059	0.030	0.245	0.223	0.240	0.000	0.000	0.000	0.026	0.021	0.000	0.000	0.003	0.000	0.000	0.065	0.000	0.000	0.019	0.999
Mon	0.219	1.000	0.059	0.031	0.246	0.224	0.241	0.023	0.000	0.000	0.000	0.013	0.038	0.000	0.000	0.000	0.000	0.000	0.000	0.040	0.053	0.999
Sat	0.059	0.059	1.000	0.000	0.067	0.060	0.065	0.000	0.169	0.000	0.147	0.237	0.146	0.117	0.024	0.056	0.044	0.012	0.185	0.141	0.139	0.999
Sun	0.030	0.031	0.000	1.000	0.036	0.032	0.035	0.000	0.169	0.000	0.423	0.162	0.106	0.069	0.068	0.000	0.000	0.000	0.389	0.081	0.148	0.999
Thurs	0.245	0.246	0.067	0.036	1.000	0.251	0.270	0.006	0.011	0.013	0.000	0.035	0.000	0.054	0.037	0.000	0.000	0.000	0.006	0.000	0.055	0.999
Tues	0.223	0.224	0.060	0.032	0.251	1.000	0.246	0.000	0.067	0.000	0.000	0.000	0.030	0.047	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.999
Wed	0.240	0.241	0.065	0.035	0.270	0.246	1.000	0.032	0.000	0.047	0.000	0.016	0.000	0.041	0.000	0.000	0.000	0.027	0.000	0.038	0.000	0.999
chargeTimeHrs	0.000	0.023	0.000	0.000	0.006	0.000	0.032	1.000	0.098	0.546	0.237	0.060	0.454	0.035	0.000	0.000	0.014	-0.008	-0.096	0.034	0.019	0.000
distance	0.000	0.000	0.169	0.169	0.011	0.067	0.000	0.098	1.000	0.034	-0.195	0.462	0.327	-0.141	0.519	0.335	1.000	-0.000	-0.232	0.007	0.355	0.098
dollars	0.000	0.000	0.000	0.000	0.013	0.000	0.047	0.546	0.034	1.000	0.178	0.048	0.126	0.080	0.046	0.000	0.057	-0.014	-0.054	0.012	0.023	0.000
endTime	0.026	0.000	0.147	0.423	0.000	0.000	0.000	0.237	-0.195	0.178	1.000	0.258	-0.055	0.116	0.243	0.112	0.261	0.004	0.889	0.041	0.049	0.182
facilityType	0.021	0.013	0.237	0.162	0.035	0.000	0.016	0.060	0.462	0.048	0.258	1.000	0.138	0.522	0.313	0.131	0.372	0.000	0.260	0.430	0.374	0.166
kwhTotal	0.000	0.038	0.146	0.106	0.000	0.030	0.000	0.454	0.327	0.126	-0.055	0.138	1.000	-0.002	0.320	0.081	0.223	-0.025	-0.211	0.013	0.090	0.074
locationId	0.000	0.000	0.117	0.069	0.054	0.047	0.041	0.035	-0.141	0.080	0.116	0.522	-0.002	1.000	0.313	0.248	0.444	-0.008	0.097	-0.058	0.076	0.061
managerVehicle	0.003	0.000	0.024	0.068	0.037	0.000	0.000	0.000	0.519	0.046	0.243	0.313	0.320	0.313	1.000	0.033	0.034	0.000	0.257	0.263	0.572	0.081
platform	0.000	0.000	0.056	0.000	0.000	0.000	0.000	0.000	0.335	0.000	0.112	0.131	0.081	0.248	0.033	1.000	0.472	0.022	0.117	0.138	0.291	0.019
reportedZip	0.000	0.000	0.044	0.000	0.000	0.000	0.000	0.014	1.000	0.057	0.261	0.372	0.223	0.444	0.034	0.472	1.000	0.034	0.262	0.229	0.391	0.036
sessionId	0.065	0.000	0.012	0.000	0.000	0.000	0.027	-0.008	-0.000	-0.014	0.004	0.000	-0.025	-0.008	0.000	0.022	0.034	1.000	-0.010	0.017	0.009	0.017
startTime	0.000	0.000	0.185	0.389	0.006	0.000	0.000	-0.096	-0.232	-0.054	0.889	0.260	-0.211	0.097	0.257	0.117	0.262	-0.010	1.000	0.041	0.053	0.174
stationId	0.000	0.040	0.141	0.081	0.000	0.000	0.038	0.034	0.007	0.012	0.041	0.430	0.013	-0.058	0.263	0.138	0.229	0.017	0.041	1.000	0.005	0.068
userId	0.019	0.053	0.139	0.148	0.055	0.000	0.000	0.019	0.355	0.023	0.049	0.374	0.090	0.076	0.572	0.291	0.391	0.009	0.053	0.005	1.000	0.086
weekday	0.999	0.999	0.999	0.999	0.999	0.999	0.999	0.000	0.098	0.000	0.182	0.166	0.074	0.061	0.081	0.019	0.036	0.017	0.174	0.068	0.086	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	sessionId	kwhTotal	dollars	created	ended	startTime	endTime	chargeTimeHrs	weekday	platform	distance	userId	stationId	locationId	facilityType	Tues	Wed	Thurs	Fri
0	1366563	7.78	0.00	0014-11-18 15:40:26	0014-11-18 17:11:04	15	17	1.510556	Tue	android	NaN	35897499	582873	461655	3	1	0	0	0
1	3075723	9.74	0.00	0014-11-19 17:40:26	0014-11-19 19:51:04	17	19	2.177222	Wed	android	NaN	35897499	549414	461655	3	0	1	0	0
2	4228788	6.76	0.58	0014-11-21 12:05:46	0014-11-21 16:46:04	12	16	4.671667	Fri	android	NaN	35897499	129465	461655	3	0	0	0	1
3	3173284	6.17	0.00	0014-12-03 19:16:12	0014-12-03 21:02:18	19	21	1.768333	Wed	android	NaN	35897499	569889	461655	3	0	1	0	0
4	3266500	0.93	0.00	0014-12-11 20:56:11	0014-12-11 21:14:06	20	21	0.298611	Thu	android	NaN	35897499	414088	566549	3	0	0	1	0
5	4099366	2.14	0.00	0014-12-12 14:38:44	0014-12-12 15:04:04	14	15	0.422222	Fri	android	NaN	35897499	911231	202527	3	0	0	0	1
6	5084244	0.30	0.00	0014-12-12 15:08:40	0014-12-12 15:47:04	15	15	0.640000	Fri	android	NaN	35897499	920264	461655	3	0	0	0	1
7	2948436	1.82	0.00	0014-12-17 20:30:25	0014-12-17 21:31:04	20	21	1.010833	Wed	android	NaN	35897499	431796	461655	3	0	1	0	0
8	3515913	0.81	0.00	0014-12-18 17:53:19	0014-12-18 18:04:04	17	18	0.179167	Thu	android	NaN	35897499	134427	620906	3	0	0	1	0
9	8490014	1.98	0.00	0014-12-18 18:06:49	0014-12-18 18:30:05	18	18	0.387778	Thu	android	NaN	35897499	207262	928191	3	0	0	1	0

	sessionId	kwhTotal	created	ended	startTime	endTime	chargeTimeHrs	weekday	platform	distance	userId	stationId	locationId	managerVehicle	facilityType	Tues	Wed	Thurs	Fri	reportedZip
3385	8587381	0.02	0015-09-23 16:44:24	0015-09-23 17:11:14	16	17	0.447222	Wed	ios	13.352643	59574735	587514	648339	0	2	0	1	0	0	1
3386	3510363	0.08	0015-09-23 19:16:39	0015-09-23 20:58:07	19	20	1.691111	Wed	ios	13.352643	59574735	540225	648339	0	2	0	1	0	0	1
3387	9145545	0.06	0015-09-24 18:49:03	0015-09-24 20:09:06	18	20	1.334167	Thu	ios	13.352643	59574735	540225	648339	0	2	0	0	1	0	1
3388	7948311	6.73	0015-09-29 16:37:20	0015-09-29 20:05:11	16	20	3.464167	Tue	ios	13.352643	59574735	884707	648339	0	2	1	0	0	0	1
3389	8045573	6.56	0015-09-30 16:59:04	0015-09-30 20:27:06	16	20	3.467222	Wed	ios	13.352643	59574735	540225	648339	0	2	0	1	0	0	1
3390	7021565	6.74	0015-10-01 16:31:18	0015-10-01 19:59:08	16	19	3.463889	Thu	ios	13.352643	59574735	884707	648339	0	2	0	0	1	0	1
3391	3758092	6.86	0015-10-02 16:28:48	0015-10-02 19:27:05	16	19	2.971389	Fri	ios	13.352643	59574735	884707	648339	0	2	0	0	0	1	1
3392	5858374	6.07	0015-09-30 16:54:22	0015-09-30 20:24:06	16	20	3.495556	Wed	android	2.337085	32070852	638536	868085	0	3	0	1	0	0	1
3393	2586645	5.74	0015-09-24 11:43:02	0015-09-24 13:55:12	11	13	2.202778	Thu	ios	4.671064	58023207	818217	700367	1	2	0	0	1	0	1
3394	7860608	6.95	0015-10-01 16:43:05	0015-10-01 19:42:06	16	19	2.983611	Thu	ios	3.308334	26098875	664306	868085	0	3	0	0	1	0	1

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category